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hallucinating-labels

95 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By oaustegard/claude-skills (GitHub) · coding · 158 stars · scanned at commit 487272b

Assign items to a CLOSED label vocabulary that is too large to put in a prompt — product taxonomies, category hierarchies, tag vocabularies, routing tables, ICD/SIC-style code lists. A cheap model writes the label it thinks the vocabulary would use, and an embedder snaps that writing onto the nearest legal value, so the schema is never transmitted and the output is always in-vocabulary. Use for "classify these into our taxonomy", "tag these against the existing tag list", "map these queries to …

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'hallucinating-labels' ] || [ -L ~/.agents/skills/'hallucinating-labels' ]; then echo 'A skill folder named hallucinating-labels already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/oaustegard/claude-skills' "$d" && git -C "$d" checkout --quiet '487272b6d1d9a2c5248d9adfa2d7765f8ca2b6af' -- 'hallucinating-labels' && mkdir -p ~/.agents/skills && cp -R "$d"/'hallucinating-labels' ~/.agents/skills/'hallucinating-labels' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'hallucinating-labels' ~/.claude/skills/'hallucinating-labels' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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